Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "161"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 161 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 49 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 47 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 161, Node N13:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.699672 56.336234 -0.494319 2.988932 -0.287913 4.761150 1.593323 4.582923 0.7077 0.5536 0.3663 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.252064 35.724516 -0.691150 -1.287768 -0.904263 9.686206 -0.026938 1.592120 0.7043 0.5496 0.3609 nan nan
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.091106 28.663842 -0.635725 -0.137481 -0.206183 11.437013 0.081412 0.884722 0.7171 0.5389 0.3768 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.231026 30.374194 0.288075 1.749527 -0.740828 15.828286 -0.024621 0.197517 0.7243 0.5450 0.3755 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.959208 27.480639 -0.741289 0.094764 0.144549 11.241255 -0.401710 0.333129 0.7293 0.5617 0.3669 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.017653 28.818069 -0.735696 -0.531159 -0.050166 27.365867 -0.183587 1.519927 0.7377 0.5576 0.3804 3.363855 3.743417
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.583879 3.312173 0.063269 -0.541720 0.728824 40.480935 0.450701 2.941898 0.0318 0.0568 0.0123 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.444162 41.303977 0.599368 3.196638 -0.636913 5.854469 1.580963 1.992218 0.7294 0.5896 0.3558 2.984818 3.545198
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.714605 41.081202 -0.568684 1.742671 -0.839403 0.568840 0.616846 0.422985 0.7005 0.6045 0.3766 2.758890 3.054311
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.896400 40.536170 -0.795362 1.911161 -0.346930 1.134115 2.652223 2.168795 0.7109 0.6282 0.3877 2.764692 2.816699
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.110955 33.855299 -0.889591 2.616594 -0.812570 2.617360 0.971309 0.995616 0.7427 0.5724 0.3893 3.258959 3.806512
2459852 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.160995 33.009958 -0.915127 0.991707 -0.669427 8.865125 -0.279609 6.083698 0.8277 0.7649 0.2210 4.848048 6.689541
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.380483 36.264023 -0.828646 3.084831 0.706532 16.331332 1.109473 5.786170 0.7607 0.6243 0.3197 3.224116 3.841494
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.271508 36.465140 -0.859567 2.485532 -0.452181 6.257115 0.762054 5.029419 0.7480 0.6544 0.3225 2.987410 3.009646
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.144742 39.396410 -0.790779 5.780321 -0.890169 3.123300 0.250560 1.303461 0.7478 0.6421 0.3315 3.154924 3.351186
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.102518 35.101765 -0.049729 3.973588 -0.862796 6.239710 -0.143521 0.866898 0.7262 0.6500 0.3469 3.038977 3.132287
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.463081 37.322374 0.113747 3.667211 -0.741732 6.201463 0.619913 1.273528 0.7333 0.5620 0.4022 3.262066 3.478640
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.227927 43.870884 0.235940 5.906438 -0.032053 4.511321 0.912775 -0.049169 0.7222 0.6239 0.3663 4.885812 3.942792
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.810289 11.837282 -0.249454 4.589678 0.076472 0.054460 1.388243 2.457379 0.0582 0.0311 0.0167 nan nan
2459843 digital_ok 100.00% 1.20% 0.66% 0.00% 100.00% 0.00% 0.211239 48.373963 -1.042684 2.905020 -1.065983 3.692106 1.486002 1.458147 0.7364 0.6335 0.3700 4.550561 4.537585
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.202979 27.544690 -0.041379 -1.099124 -0.329438 -1.338046 0.294905 0.439375 0.7601 0.5274 0.2842 6.090828 7.005307
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 2.889920 17.920277 -0.043538 4.195848 -0.410754 -0.871053 1.765475 2.274508 0.0518 0.0313 0.0142 nan nan
2459839 digital_ok 100.00% - - - - - -0.834274 -0.103926 1.800155 0.431072 0.090950 0.867758 2.627676 5.712328 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.319681 40.575711 -0.033076 2.219002 -1.093536 7.008780 -0.229491 -0.658904 0.7593 0.6069 0.3725 4.558382 6.679960
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0477 0.0404 0.0011 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.136696 -1.449721 -0.979244 0.146251 1.175174 -0.476172 -0.105997 -0.313076 0.0517 0.0391 0.0036 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.476245 3.984046 -0.288190 0.465219 1.956292 1.797578 1.308168 1.814849 0.0534 0.0386 0.0053 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.969164 61.806844 -0.249408 1.793948 -0.130133 1.157305 0.119545 -0.866670 0.8104 0.4510 0.5548 3.659217 4.111296
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.181366 -0.516843 1.735250 0.400461 -0.864422 -0.753741 1.144323 3.183470 0.0300 0.0273 0.0018 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.555585 60.507530 -0.112832 2.810776 -1.132600 3.806272 0.377015 -0.977370 0.8106 0.4674 0.5340 5.394621 5.835751
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.534655 67.837109 -0.574766 2.670522 -0.851723 7.016131 1.660569 -0.419870 0.7636 0.5774 0.3902 15.558675 11.754189
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.205524 51.540714 -0.594704 2.506795 -0.407746 2.782781 0.589796 -0.462290 0.8071 0.4765 0.5193 0.000000 0.000000
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.454356 51.434703 0.315470 3.716702 -0.586916 5.639604 1.696920 0.751064 0.7680 0.5721 0.3926 0.000000 0.000000
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.573727 46.767091 0.140852 3.568694 -0.342235 4.507760 0.236950 -0.371639 0.8034 0.4835 0.4927 -0.000000 -0.000000
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.402250 49.596129 -0.623880 2.486033 -0.540379 2.228813 0.165087 -0.335924 0.8045 0.5041 0.4802 5.833701 7.225373
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.259982 38.781677 -0.551153 2.852730 -1.020749 5.048968 0.400006 0.032477 0.7319 0.6345 0.3306 7.180972 7.556650
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.130860 43.349897 -0.075021 4.220495 0.334774 7.168843 0.040306 2.964432 0.7749 0.5483 0.4438 5.850605 11.186245
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.443754 48.503298 -0.251031 3.697681 -0.210308 3.491791 0.844100 0.359348 0.8077 0.5334 0.4693 4.635795 7.219739
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.142449 55.080117 -0.268602 3.825003 -0.837822 3.639351 -0.045811 1.976110 0.7995 0.5416 0.4601 3.847857 5.524364
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.223410 54.188611 0.017797 3.374370 -1.021847 14.154436 0.096333 -0.472536 0.7759 0.5719 0.3928 5.081601 6.505013
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.402479 48.302335 -0.630452 3.282215 -0.988595 7.767924 -0.541760 -0.403361 0.8024 0.5831 0.4450 3.764483 5.451903
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.283495 40.214213 -0.500380 3.289582 -0.883631 12.938910 0.125598 0.940348 0.8465 0.5113 0.5578 4.223013 5.730492
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.449172 42.200971 -0.601028 3.448751 -0.694312 11.988252 0.340821 4.510820 0.7986 0.6043 0.4570 3.557594 5.005712
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 161: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 56.336234 56.336234 -1.699672 2.988932 -0.494319 4.761150 -0.287913 4.582923 1.593323

Antenna 161: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 35.724516 -1.252064 35.724516 -0.691150 -1.287768 -0.904263 9.686206 -0.026938 1.592120

Antenna 161: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 161: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 28.663842 28.663842 -1.091106 -0.137481 -0.635725 11.437013 -0.206183 0.884722 0.081412

Antenna 161: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 30.374194 -1.231026 30.374194 0.288075 1.749527 -0.740828 15.828286 -0.024621 0.197517

Antenna 161: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 27.480639 -0.959208 27.480639 -0.741289 0.094764 0.144549 11.241255 -0.401710 0.333129

Antenna 161: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 28.818069 28.818069 -1.017653 -0.531159 -0.735696 27.365867 -0.050166 1.519927 -0.183587

Antenna 161: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Temporal Variability 40.480935 3.312173 1.583879 -0.541720 0.063269 40.480935 0.728824 2.941898 0.450701

Antenna 161: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 41.303977 -1.444162 41.303977 0.599368 3.196638 -0.636913 5.854469 1.580963 1.992218

Antenna 161: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 41.081202 41.081202 0.714605 1.742671 -0.568684 0.568840 -0.839403 0.422985 0.616846

Antenna 161: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 40.536170 40.536170 0.896400 1.911161 -0.795362 1.134115 -0.346930 2.168795 2.652223

Antenna 161: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 33.855299 33.855299 0.110955 2.616594 -0.889591 2.617360 -0.812570 0.995616 0.971309

Antenna 161: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 33.009958 0.160995 33.009958 -0.915127 0.991707 -0.669427 8.865125 -0.279609 6.083698

Antenna 161: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 36.264023 -0.380483 36.264023 -0.828646 3.084831 0.706532 16.331332 1.109473 5.786170

Antenna 161: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 36.465140 -0.271508 36.465140 -0.859567 2.485532 -0.452181 6.257115 0.762054 5.029419

Antenna 161: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 39.396410 0.144742 39.396410 -0.790779 5.780321 -0.890169 3.123300 0.250560 1.303461

Antenna 161: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 35.101765 35.101765 0.102518 3.973588 -0.049729 6.239710 -0.862796 0.866898 -0.143521

Antenna 161: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 37.322374 37.322374 -0.463081 3.667211 0.113747 6.201463 -0.741732 1.273528 0.619913

Antenna 161: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 43.870884 43.870884 0.227927 5.906438 0.235940 4.511321 -0.032053 -0.049169 0.912775

Antenna 161: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 11.837282 1.810289 11.837282 -0.249454 4.589678 0.076472 0.054460 1.388243 2.457379

Antenna 161: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 48.373963 48.373963 0.211239 2.905020 -1.042684 3.692106 -1.065983 1.458147 1.486002

Antenna 161: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 27.544690 0.202979 27.544690 -0.041379 -1.099124 -0.329438 -1.338046 0.294905 0.439375

Antenna 161: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 17.920277 2.889920 17.920277 -0.043538 4.195848 -0.410754 -0.871053 1.765475 2.274508

Antenna 161: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Temporal Discontinuties 5.712328 -0.103926 -0.834274 0.431072 1.800155 0.867758 0.090950 5.712328 2.627676

Antenna 161: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 40.575711 40.575711 -0.319681 2.219002 -0.033076 7.008780 -1.093536 -0.658904 -0.229491

Antenna 161: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok ee Temporal Variability 1.175174 -1.449721 -0.136696 0.146251 -0.979244 -0.476172 1.175174 -0.313076 -0.105997

Antenna 161: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 3.984046 3.984046 0.476245 0.465219 -0.288190 1.797578 1.956292 1.814849 1.308168

Antenna 161: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 61.806844 -0.969164 61.806844 -0.249408 1.793948 -0.130133 1.157305 0.119545 -0.866670

Antenna 161: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Temporal Discontinuties 3.183470 -1.181366 -0.516843 1.735250 0.400461 -0.864422 -0.753741 1.144323 3.183470

Antenna 161: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 60.507530 -0.555585 60.507530 -0.112832 2.810776 -1.132600 3.806272 0.377015 -0.977370

Antenna 161: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 67.837109 67.837109 -0.534655 2.670522 -0.574766 7.016131 -0.851723 -0.419870 1.660569

Antenna 161: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 51.540714 51.540714 0.205524 2.506795 -0.594704 2.782781 -0.407746 -0.462290 0.589796

Antenna 161: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 51.434703 -0.454356 51.434703 0.315470 3.716702 -0.586916 5.639604 1.696920 0.751064

Antenna 161: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 46.767091 46.767091 -0.573727 3.568694 0.140852 4.507760 -0.342235 -0.371639 0.236950

Antenna 161: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 49.596129 49.596129 -0.402250 2.486033 -0.623880 2.228813 -0.540379 -0.335924 0.165087

Antenna 161: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 38.781677 -0.259982 38.781677 -0.551153 2.852730 -1.020749 5.048968 0.400006 0.032477

Antenna 161: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 43.349897 43.349897 -0.130860 4.220495 -0.075021 7.168843 0.334774 2.964432 0.040306

Antenna 161: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 48.503298 -0.443754 48.503298 -0.251031 3.697681 -0.210308 3.491791 0.844100 0.359348

Antenna 161: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 55.080117 55.080117 -0.142449 3.825003 -0.268602 3.639351 -0.837822 1.976110 -0.045811

Antenna 161: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 54.188611 -0.223410 54.188611 0.017797 3.374370 -1.021847 14.154436 0.096333 -0.472536

Antenna 161: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 48.302335 -0.402479 48.302335 -0.630452 3.282215 -0.988595 7.767924 -0.541760 -0.403361

Antenna 161: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 40.214213 40.214213 -0.283495 3.289582 -0.500380 12.938910 -0.883631 0.940348 0.125598

Antenna 161: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 42.200971 42.200971 -0.449172 3.448751 -0.601028 11.988252 -0.694312 4.510820 0.340821

Antenna 161: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 161: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: